Product Manager — shipping outcomes, not features.

I started out with a degree in mechanical engineering and a quiet curiosity about how people make decisions. That curiosity led me to IIT Jodhpur for an MBA, where I realised I wasn't interested in building things for the sake of building — I wanted to understand what makes a product click with the person using it.

At Sierra Living Concepts, I spent a year and a half inside a D2C furniture business, watching how people shop for things that cost real money — sofas, beds, dining sets — and rebuilt the experience around what their behaviour was actually telling us. At LiveKeeping, I landed inside a compliance software company and found a gap nobody had flagged: users were bypassing the product entirely for a workaround. I traced it through the data, surfaced it to leadership, and watched it turn into a company-wide initiative. Now at Upcore, I'm working on something newer — building how enterprises discover and deploy AI agents, from first conversation to production.